The Synth-A-Modeler compiler enables portable, rapid and modular prototyping of audio-haptic models for single degree-of-freedom (d.o.f.) haptic interaction. This paper introduces hybrid modeling in Synth-A-Modeler, which mixes traditionally disparate virtual modeling paradigms from the computer music literature: digital waveguide models, mass-interaction models, and modal synthesis models. Hybrid modeling enables more salient adjustment of model parameters. Using the open-source Synth-A-Modeler toolchain, the resulting models can be compiled for a wide variety of programming languages and haptic devices, and the models are made openly available to the research and music communities.